{"id":"W2019969503","doi":"10.1107/s0909049512043506","title":"International Workshop on Improving Data Quality and Quantity for XAFS Experiments (Q2XAFS 2011)","year":2012,"lang":"en","type":"article","venue":"Journal of Synchrotron Radiation","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"X-ray absorption fine structure; Quality (philosophy); Computer science; Data science; Engineering ethics; Engineering; Physics; Epistemology; Philosophy; Spectroscopy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007656616,0.0001064023,0.000199305,0.0001076688,0.0001016352,0.0000746781,0.0002442451,0.00003619066,0.0002658828],"category_scores_gemma":[0.00006301789,0.00009334926,0.00008941774,0.00004713492,0.0000238999,0.001126456,0.00004750749,0.0001415197,0.000008956577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000688593,"about_ca_system_score_gemma":0.00004331089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006923029,"about_ca_topic_score_gemma":0.000001203344,"domain_scores_codex":[0.9989731,0.00004936423,0.0004038801,0.0001422986,0.0002445613,0.0001867431],"domain_scores_gemma":[0.9989147,0.0001007792,0.000560117,0.0002173148,0.0000859217,0.0001212305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006275284,0.001183511,0.596498,0.00004143873,0.0009747705,7.267411e-7,0.001086328,0.000259846,0.0711973,0.01725197,0.007470833,0.3034078],"study_design_scores_gemma":[0.007634218,0.0007019743,0.8665857,0.0002462431,0.0008280303,0.000008446049,0.003848501,0.03458124,0.06026144,0.002457144,0.02167804,0.001168984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8933698,0.0006542184,0.1033587,0.0008616602,0.0009936516,0.0002139383,0.00008975426,0.000007776755,0.000450498],"genre_scores_gemma":[0.9950823,0.00004002246,0.00275425,0.00005616684,0.00193202,0.000005058548,0.00007479669,0.000009097802,0.00004634268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3022388,"threshold_uncertainty_score":0.3806672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06420919519328329,"score_gpt":0.3867900380475349,"score_spread":0.3225808428542516,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}